Profiling Report

Dataset statistics

Number of variables	14
Number of observations	610
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	62.7 KiB
Average record size in memory	105.2 B

Variable types

Numeric	9
Categorical	4
Boolean	1

Alerts

`season` has constant value ""	Constant
`instant` is highly overall correlated with `dteday` and 1 other fields	High correlation
`temp` is highly overall correlated with `atemp`	High correlation
`atemp` is highly overall correlated with `temp`	High correlation
`casual` is highly overall correlated with `registered` and 1 other fields	High correlation
`registered` is highly overall correlated with `casual` and 1 other fields	High correlation
`cnt` is highly overall correlated with `casual` and 1 other fields	High correlation
`dteday` is highly overall correlated with `instant` and 2 other fields	High correlation
`holiday` is highly overall correlated with `instant` and 1 other fields	High correlation
`weekday` is highly overall correlated with `dteday`	High correlation
`holiday` is highly imbalanced (76.1%)	Imbalance
`instant` is uniformly distributed	Uniform
`instant` has unique values	Unique
`hr` has 26 (4.3%) zeros	Zeros
`windspeed` has 62 (10.2%) zeros	Zeros
`casual` has 172 (28.2%) zeros	Zeros

Reproduction

Analysis started	2023-10-19 13:44:37.467514
Analysis finished	2023-10-19 13:44:53.055272
Duration	15.59 seconds
Software version	ydata-profiling vv4.6.0
Download configuration	config.json

instant
Real number (ℝ)

HIGH CORRELATION UNIFORM UNIQUE

Distinct	610
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	305.5

Minimum	1
Maximum	610
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	1
5-th percentile	31.45
Q1	153.25
median	305.5
Q3	457.75
95-th percentile	579.55
Maximum	610
Range	609
Interquartile range (IQR)	304.5

Descriptive statistics

Standard deviation	176.23611
Coefficient of variation (CV)	0.57687761
Kurtosis	-1.2
Mean	305.5
Median Absolute Deviation (MAD)	152.5
Skewness	0
Sum	186355
Variance	31059.167
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.2%
410	1	0.2%
403	1	0.2%
404	1	0.2%
405	1	0.2%
406	1	0.2%
407	1	0.2%
408	1	0.2%
409	1	0.2%
411	1	0.2%
Other values (600)	600	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
610	1	0.2%
609	1	0.2%
608	1	0.2%
607	1	0.2%
606	1	0.2%
605	1	0.2%
604	1	0.2%
603	1	0.2%
602	1	0.2%
601	1	0.2%

dteday
Categorical

HIGH CORRELATION

Distinct	28
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

01-01-2011	24
21-01-2011	24
20-01-2011	24
17-01-2011	24
16-01-2011	24
Other values (23)	490

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	6100
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	01-01-2011
2nd row	01-01-2011
3rd row	01-01-2011
4th row	01-01-2011
5th row	01-01-2011

Common Values

Value	Count	Frequency (%)
01-01-2011	24	3.9%
21-01-2011	24	3.9%
20-01-2011	24	3.9%
17-01-2011	24	3.9%
16-01-2011	24	3.9%
13-01-2011	24	3.9%
10-01-2011	24	3.9%
15-01-2011	24	3.9%
08-01-2011	24	3.9%
09-01-2011	24	3.9%
Other values (18)	370	60.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
01-01-2011	24	3.9%
20-01-2011	24	3.9%
17-01-2011	24	3.9%
16-01-2011	24	3.9%
13-01-2011	24	3.9%
10-01-2011	24	3.9%
15-01-2011	24	3.9%
08-01-2011	24	3.9%
09-01-2011	24	3.9%
21-01-2011	24	3.9%
Other values (18)	370	60.7%

Most occurring characters

Value	Count	Frequency (%)
1	2122	34.8%
0	1477	24.2%
-	1220	20.0%
2	857	14.0%
5	70	1.1%
3	69	1.1%
4	69	1.1%
6	63	1.0%
7	55	0.9%
8	51	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4880	80.0%
Dash Punctuation	1220	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2122	43.5%
0	1477	30.3%
2	857	17.6%
5	70	1.4%
3	69	1.4%
4	69	1.4%
6	63	1.3%
7	55	1.1%
8	51	1.0%
9	47	1.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1220	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6100	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2122	34.8%
0	1477	24.2%
-	1220	20.0%
2	857	14.0%
5	70	1.1%
3	69	1.1%
4	69	1.1%
6	63	1.0%
7	55	0.9%
8	51	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6100	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2122	34.8%
0	1477	24.2%
-	1220	20.0%
2	857	14.0%
5	70	1.1%
3	69	1.1%
4	69	1.1%
6	63	1.0%
7	55	0.9%
8	51	0.8%

season
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

Spring	610

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	3660
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Spring
2nd row	Spring
3rd row	Spring
4th row	Spring
5th row	Spring

Common Values

Value	Count	Frequency (%)
Spring	610	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
spring	610	100.0%

Most occurring characters

Value	Count	Frequency (%)
S	610	16.7%
p	610	16.7%
r	610	16.7%
i	610	16.7%
n	610	16.7%
g	610	16.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3050	83.3%
Uppercase Letter	610	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	610	20.0%
r	610	20.0%
i	610	20.0%
n	610	20.0%
g	610	20.0%

Uppercase Letter

Value	Count	Frequency (%)
S	610	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3660	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	610	16.7%
p	610	16.7%
r	610	16.7%
i	610	16.7%
n	610	16.7%
g	610	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3660	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	610	16.7%
p	610	16.7%
r	610	16.7%
i	610	16.7%
n	610	16.7%
g	610	16.7%

hr
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.795082

Minimum	0
Maximum	23
Zeros	26
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	12
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.8521071
Coefficient of variation (CV)	0.58092916
Kurtosis	-1.1454554
Mean	11.795082
Median Absolute Deviation (MAD)	6
Skewness	-0.072058919
Sum	7195
Variance	46.951372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
12	27	4.4%
17	27	4.4%
16	27	4.4%
15	27	4.4%
14	27	4.4%
13	27	4.4%
1	26	4.3%
22	26	4.3%
21	26	4.3%
20	26	4.3%
Other values (14)	344	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	4.3%
1	26	4.3%
2	24	3.9%
3	16	2.6%
4	20	3.3%
5	24	3.9%
6	26	4.3%
7	26	4.3%
8	26	4.3%
9	26	4.3%

Value	Count	Frequency (%)
23	26	4.3%
22	26	4.3%
21	26	4.3%
20	26	4.3%
19	26	4.3%
18	26	4.3%
17	27	4.4%
16	27	4.4%
15	27	4.4%
14	27	4.4%

holiday
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	738.0 B

False	586
True	24

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	586	96.1%
True	24	3.9%

weekday
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

Saturday	95
Sunday	94
Monady	93
Friday	85
Wednesday	84
Other values (2)	159

Length

Max length	9
Median length	8
Mean length	7.1147541
Min length	6

Characters and Unicode

Total characters	4340
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Saturday
2nd row	Saturday
3rd row	Saturday
4th row	Saturday
5th row	Saturday

Common Values

Value	Count	Frequency (%)
Saturday	95	15.6%
Sunday	94	15.4%
Monady	93	15.2%
Friday	85	13.9%
Wednesday	84	13.8%
Tuesday	80	13.1%
Thursday	79	13.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
saturday	95	15.6%
sunday	94	15.4%
monady	93	15.2%
friday	85	13.9%
wednesday	84	13.8%
tuesday	80	13.1%
thursday	79	13.0%

Most occurring characters

Value	Count	Frequency (%)
a	705	16.2%
d	694	16.0%
y	610	14.1%
u	348	8.0%
n	271	6.2%
r	259	6.0%
e	248	5.7%
s	243	5.6%
S	189	4.4%
T	159	3.7%
Other values (7)	614	14.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3730	85.9%
Uppercase Letter	610	14.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	705	18.9%
d	694	18.6%
y	610	16.4%
u	348	9.3%
n	271	7.3%
r	259	6.9%
e	248	6.6%
s	243	6.5%
t	95	2.5%
o	93	2.5%
Other values (2)	164	4.4%

Uppercase Letter

Value	Count	Frequency (%)
S	189	31.0%
T	159	26.1%
M	93	15.2%
F	85	13.9%
W	84	13.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4340	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	705	16.2%
d	694	16.0%
y	610	14.1%
u	348	8.0%
n	271	6.2%
r	259	6.0%
e	248	5.7%
s	243	5.6%
S	189	4.4%
T	159	3.7%
Other values (7)	614	14.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4340	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	705	16.2%
d	694	16.0%
y	610	14.1%
u	348	8.0%
n	271	6.2%
r	259	6.0%
e	248	5.7%
s	243	5.6%
S	189	4.4%
T	159	3.7%
Other values (7)	614	14.1%

weathersit
Categorical

Distinct	4
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

1	368
2	194
3	47
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	610
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	368	60.3%
2	194	31.8%
3	47	7.7%
4	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	368	60.3%
2	194	31.8%
3	47	7.7%
4	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
1	368	60.3%
2	194	31.8%
3	47	7.7%
4	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	610	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	368	60.3%
2	194	31.8%
3	47	7.7%
4	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	610	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	368	60.3%
2	194	31.8%
3	47	7.7%
4	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	610	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	368	60.3%
2	194	31.8%
3	47	7.7%
4	1	0.2%

temp
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19688525

Minimum	0.02
Maximum	0.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.06
Q1	0.16
median	0.2
Q3	0.235
95-th percentile	0.36
Maximum	0.46
Range	0.44
Interquartile range (IQR)	0.075

Descriptive statistics

Standard deviation	0.081303845
Coefficient of variation (CV)	0.41295042
Kurtosis	1.2601325
Mean	0.19688525
Median Absolute Deviation (MAD)	0.04
Skewness	0.66508679
Sum	120.1
Variance	0.0066103152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0.2	89	14.6%
0.16	84	13.8%
0.22	79	13.0%
0.14	56	9.2%
0.18	54	8.9%
0.24	40	6.6%
0.26	32	5.2%
0.12	29	4.8%
0.1	22	3.6%
0.3	19	3.1%
Other values (13)	106	17.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	10	1.6%
0.04	14	2.3%
0.06	11	1.8%
0.08	9	1.5%
0.1	22	3.6%
0.12	29	4.8%
0.14	56	9.2%
0.16	84	13.8%
0.18	54	8.9%
0.2	89	14.6%

Value	Count	Frequency (%)
0.46	6	1.0%
0.44	3	0.5%
0.42	6	1.0%
0.4	8	1.3%
0.38	3	0.5%
0.36	8	1.3%
0.34	5	0.8%
0.32	13	2.1%
0.3	19	3.1%
0.28	10	1.6%

atemp
Real number (ℝ)

HIGH CORRELATION

Distinct	29
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20201754

Minimum	0
Maximum	0.4545
Zeros	2
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0758
Q1	0.1515
median	0.197
Q3	0.2424
95-th percentile	0.3485
Maximum	0.4545
Range	0.4545
Interquartile range (IQR)	0.0909

Descriptive statistics

Standard deviation	0.080569827
Coefficient of variation (CV)	0.39882589
Kurtosis	0.99018463
Mean	0.20201754
Median Absolute Deviation (MAD)	0.0455
Skewness	0.59206949
Sum	123.2307
Variance	0.0064914969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0.197	70	11.5%
0.2273	64	10.5%
0.2121	57	9.3%
0.1818	47	7.7%
0.1515	45	7.4%
0.1212	41	6.7%
0.1364	39	6.4%
0.2576	38	6.2%
0.1667	25	4.1%
0.2727	23	3.8%
Other values (19)	161	26.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.3%
0.0152	2	0.3%
0.0303	7	1.1%
0.0455	2	0.3%
0.0606	10	1.6%
0.0758	15	2.5%
0.0909	7	1.1%
0.1061	17	2.8%
0.1212	41	6.7%
0.1364	39	6.4%

Value	Count	Frequency (%)
0.4545	5	0.8%
0.4394	2	0.3%
0.4242	7	1.1%
0.4091	10	1.6%
0.3939	2	0.3%
0.3485	6	1.0%
0.3333	12	2.0%
0.3182	8	1.3%
0.303	10	1.6%
0.2879	17	2.8%

hum
Real number (ℝ)

Distinct	61
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56247541

Minimum	0.21
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0.21
5-th percentile	0.33
Q1	0.4325
median	0.52
Q3	0.69
95-th percentile	0.93
Maximum	1
Range	0.79
Interquartile range (IQR)	0.2575

Descriptive statistics

Standard deviation	0.17544016
Coefficient of variation (CV)	0.31190725
Kurtosis	-0.48216689
Mean	0.56247541
Median Absolute Deviation (MAD)	0.11
Skewness	0.60955293
Sum	343.11
Variance	0.030779248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.47	37	6.1%
0.93	32	5.2%
0.55	31	5.1%
0.5	28	4.6%
0.59	27	4.4%
0.51	23	3.8%
0.69	23	3.8%
0.4	19	3.1%
0.86	18	3.0%
0.41	17	2.8%
Other values (51)	355	58.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.21	1	0.2%
0.25	1	0.2%
0.26	4	0.7%
0.27	1	0.2%
0.28	9	1.5%
0.29	1	0.2%
0.3	9	1.5%
0.32	4	0.7%
0.33	5	0.8%
0.34	3	0.5%

Value	Count	Frequency (%)
1	1	0.2%
0.94	4	0.7%
0.93	32	5.2%
0.92	1	0.2%
0.88	4	0.7%
0.87	10	1.6%
0.86	18	3.0%
0.82	3	0.5%
0.81	5	0.8%
0.8	15	2.5%

windspeed
Real number (ℝ)

ZEROS

Distinct	20
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20485098

Minimum	0
Maximum	0.5821
Zeros	62
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1045
median	0.194
Q3	0.2836
95-th percentile	0.4179
Maximum	0.5821
Range	0.5821
Interquartile range (IQR)	0.1791

Descriptive statistics

Standard deviation	0.12180591
Coefficient of variation (CV)	0.59460739
Kurtosis	-0.11080241
Mean	0.20485098
Median Absolute Deviation (MAD)	0.0895
Skewness	0.33902938
Sum	124.9591
Variance	0.01483668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0.1642	65	10.7%
0	62	10.2%
0.194	54	8.9%
0.1343	54	8.9%
0.1045	51	8.4%
0.2537	49	8.0%
0.2836	47	7.7%
0.2239	45	7.4%
0.0896	45	7.4%
0.3284	34	5.6%
Other values (10)	104	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	10.2%
0.0896	45	7.4%
0.1045	51	8.4%
0.1343	54	8.9%
0.1642	65	10.7%
0.194	54	8.9%
0.2239	45	7.4%
0.2537	49	8.0%
0.2836	47	7.7%
0.2985	29	4.8%

Value	Count	Frequency (%)
0.5821	3	0.5%
0.5522	1	0.2%
0.5224	4	0.7%
0.4925	1	0.2%
0.4627	8	1.3%
0.4478	11	1.8%
0.4179	11	1.8%
0.3881	18	3.0%
0.3582	18	3.0%
0.3284	34	5.6%

casual
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5016393

Minimum	0
Maximum	47
Zeros	172
Zeros (%)	28.2%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	17
Maximum	47
Range	47
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.319945
Coefficient of variation (CV)	1.4039208
Kurtosis	9.8806518
Mean	4.5016393
Median Absolute Deviation (MAD)	2
Skewness	2.7128691
Sum	2746
Variance	39.941705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	172	28.2%
1	84	13.8%
3	57	9.3%
2	55	9.0%
4	38	6.2%
5	34	5.6%
6	30	4.9%
7	22	3.6%
8	18	3.0%
9	15	2.5%
Other values (22)	85	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	28.2%
1	84	13.8%
2	55	9.0%
3	57	9.3%
4	38	6.2%
5	34	5.6%
6	30	4.9%
7	22	3.6%
8	18	3.0%
9	15	2.5%

Value	Count	Frequency (%)
47	1	0.2%
41	1	0.2%
40	1	0.2%
35	2	0.3%
33	1	0.2%
29	3	0.5%
26	2	0.3%
24	1	0.2%
23	3	0.5%
22	3	0.5%

registered
Real number (ℝ)

HIGH CORRELATION

Distinct	150
Distinct (%)	24.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.068852

Minimum	0
Maximum	247
Zeros	3
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	14
median	43
Q3	70
95-th percentile	155
Maximum	247
Range	247
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	47.021204
Coefficient of variation (CV)	0.92074134
Kurtosis	2.1650171
Mean	51.068852
Median Absolute Deviation (MAD)	28.5
Skewness	1.4288749
Sum	31152
Variance	2210.9936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	34	5.6%
2	21	3.4%
3	17	2.8%
6	13	2.1%
5	13	2.1%
55	12	2.0%
54	10	1.6%
8	9	1.5%
31	9	1.5%
26	9	1.5%
Other values (140)	463	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.5%
1	34	5.6%
2	21	3.4%
3	17	2.8%
4	9	1.5%
5	13	2.1%
6	13	2.1%
7	7	1.1%
8	9	1.5%
9	7	1.1%

Value	Count	Frequency (%)
247	1	0.2%
233	1	0.2%
218	1	0.2%
216	1	0.2%
214	1	0.2%
210	1	0.2%
208	1	0.2%
207	1	0.2%
202	1	0.2%
197	1	0.2%

cnt
Real number (ℝ)

HIGH CORRELATION

Distinct	165
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.570492

Minimum	1
Maximum	249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	16
median	47
Q3	79.75
95-th percentile	158.55
Maximum	249
Range	248
Interquartile range (IQR)	63.75

Descriptive statistics

Standard deviation	49.316802
Coefficient of variation (CV)	0.88746383
Kurtosis	1.5354409
Mean	55.570492
Median Absolute Deviation (MAD)	32
Skewness	1.2435625
Sum	33898
Variance	2432.1469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	32	5.2%
2	20	3.3%
3	20	3.3%
5	15	2.5%
57	10	1.6%
59	10	1.6%
28	10	1.6%
36	9	1.5%
84	9	1.5%
6	9	1.5%
Other values (155)	466	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32	5.2%
2	20	3.3%
3	20	3.3%
4	7	1.1%
5	15	2.5%
6	9	1.5%
7	8	1.3%
8	8	1.3%
9	6	1.0%
10	3	0.5%

Value	Count	Frequency (%)
249	1	0.2%
238	1	0.2%
225	1	0.2%
222	1	0.2%
219	1	0.2%
217	2	0.3%
215	1	0.2%
212	1	0.2%
210	1	0.2%
202	1	0.2%

Auto

Heatmap
Table

	instant	hr	temp	atemp	hum	windspeed	casual	registered	cnt	dteday	holiday	weekday	weathersit
instant	1.000	0.025	-0.221	-0.237	0.040	-0.046	-0.036	0.054	0.032	0.917	0.595	0.447	0.285
hr	0.025	1.000	0.160	0.114	-0.224	0.128	0.329	0.459	0.456	0.000	0.000	0.000	0.000
temp	-0.221	0.160	1.000	0.906	0.135	0.058	0.397	0.229	0.266	0.464	0.231	0.249	0.215
atemp	-0.237	0.114	0.906	1.000	0.273	-0.306	0.316	0.166	0.201	0.434	0.162	0.256	0.192
hum	0.040	-0.224	0.135	0.273	1.000	-0.341	-0.329	-0.313	-0.314	0.353	0.084	0.212	0.375
windspeed	-0.046	0.128	0.058	-0.306	-0.341	1.000	0.136	0.100	0.110	0.247	0.164	0.173	0.128
casual	-0.036	0.329	0.397	0.316	-0.329	0.136	1.000	0.602	0.667	0.145	0.000	0.097	0.000
registered	0.054	0.459	0.229	0.166	-0.313	0.100	0.602	1.000	0.993	0.041	0.000	0.094	0.033
cnt	0.032	0.456	0.266	0.201	-0.314	0.110	0.667	0.993	1.000	0.055	0.000	0.085	0.085
dteday	0.917	0.000	0.464	0.434	0.353	0.247	0.145	0.041	0.055	1.000	0.978	0.982	0.448
holiday	0.595	0.000	0.231	0.162	0.084	0.164	0.000	0.000	0.000	0.978	1.000	0.467	0.223
weekday	0.447	0.000	0.249	0.256	0.212	0.173	0.097	0.094	0.085	0.982	0.467	1.000	0.157
weathersit	0.285	0.000	0.215	0.192	0.375	0.128	0.000	0.033	0.085	0.448	0.223	0.157	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	instant	dteday	season	hr	holiday	weekday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt
0	1	01-01-2011	Spring	0	False	Saturday	1	0.24	0.2879	0.81	0.0000	3	13	16
1	2	01-01-2011	Spring	1	False	Saturday	1	0.22	0.2727	0.80	0.0000	8	32	40
2	3	01-01-2011	Spring	2	False	Saturday	1	0.22	0.2727	0.80	0.0000	5	27	32
3	4	01-01-2011	Spring	3	False	Saturday	1	0.24	0.2879	0.75	0.0000	3	10	13
4	5	01-01-2011	Spring	4	False	Saturday	1	0.24	0.2879	0.75	0.0000	0	1	1
5	6	01-01-2011	Spring	5	False	Saturday	2	0.24	0.2576	0.75	0.0896	0	1	1
6	7	01-01-2011	Spring	6	False	Saturday	1	0.22	0.2727	0.80	0.0000	2	0	2
7	8	01-01-2011	Spring	7	False	Saturday	1	0.20	0.2576	0.86	0.0000	1	2	3
8	9	01-01-2011	Spring	8	False	Saturday	1	0.24	0.2576	0.75	0.0000	1	7	8
9	10	01-01-2011	Spring	9	False	Saturday	1	0.32	0.3485	0.76	0.0000	8	6	14

	instant	dteday	season	hr	holiday	weekday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt
600	601	28-01-2011	Spring	6	False	Friday	2	0.18	0.1970	0.80	0.1343	0	16	16
601	602	28-01-2011	Spring	7	False	Friday	2	0.16	0.1970	0.86	0.0896	2	58	60
602	603	28-01-2011	Spring	8	False	Friday	2	0.16	0.1970	0.86	0.0896	2	155	157
603	604	28-01-2011	Spring	9	False	Friday	3	0.18	0.2121	0.86	0.0896	6	95	101
604	605	28-01-2011	Spring	10	False	Friday	3	0.18	0.2121	0.86	0.1045	0	49	49
605	606	28-01-2011	Spring	11	False	Friday	3	0.18	0.2121	0.93	0.1045	0	30	30
606	607	28-01-2011	Spring	12	False	Friday	3	0.18	0.2121	0.93	0.1045	1	28	29
607	608	28-01-2011	Spring	13	False	Friday	3	0.18	0.2121	0.93	0.1045	0	31	31
608	609	28-01-2011	Spring	14	False	Friday	3	0.22	0.2727	0.80	0.0000	2	36	38
609	610	28-01-2011	Spring	15	False	Friday	2	0.20	0.2576	0.86	0.0000	1	40	41

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample